{"id":"W4206921480","doi":"10.1145/3503460","title":"A Primitive for Manual Hatching","year":2022,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Computer Graphics and Visualization Techniques","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Hatching; Classification of discontinuities; Computer science; Field (mathematics); Art; Artificial intelligence; Mathematics; Visual arts; Mathematical analysis; Pure mathematics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003400591,0.0001289875,0.0001192328,0.0004683761,0.0010007,0.0001076647,0.001104937,0.00003748247,0.00001682656],"category_scores_gemma":[0.00001042034,0.0001454264,0.0001884708,0.0009066882,0.00003092772,0.0002305461,0.00005629945,0.0002767426,0.000001050162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003641841,"about_ca_system_score_gemma":0.00005422178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001264361,"about_ca_topic_score_gemma":0.000008490218,"domain_scores_codex":[0.9988352,0.00007910561,0.0001944395,0.0003757595,0.0003064813,0.000209025],"domain_scores_gemma":[0.9988601,0.0002556753,0.00006883989,0.000667816,0.00008791524,0.00005971211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001361363,0.0002453819,0.00002435686,0.000009482696,0.00003611958,0.000002486865,0.0008533336,0.0002386642,0.00004183163,0.9645212,0.0005737201,0.03343977],"study_design_scores_gemma":[0.001149841,0.001868569,0.0008551627,0.00002619482,0.0000423749,0.00005389136,0.0002500768,0.3253721,0.005127737,0.5602846,0.1041708,0.0007987397],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001856038,0.00002513582,0.9955358,0.001232087,0.0003926611,0.0003659485,0.00004482207,0.0004770961,0.00007043577],"genre_scores_gemma":[0.9326464,0.00005172495,0.06378761,0.002759326,0.00002572027,0.0005980331,0.00001286186,0.00002154609,0.00009679663],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9317482,"threshold_uncertainty_score":0.7696677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03071438448465486,"score_gpt":0.3102921815734776,"score_spread":0.2795777970888227,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}